Datasets:
Add MIRAGE dataset: redundancy + temporal configs
Browse files- .gitattributes +1 -0
- README.md +87 -1
- redundancy/test-00000-of-00001.parquet +3 -0
- temporal/test-00000-of-00001.parquet +3 -0
.gitattributes
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# Video files - compressed
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README.md
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---
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license:
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---
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---
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license: other
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license_name: mixed-see-below
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license_link: https://github.com/DeepBio-Scientific/MIRAGE#provenance--licensing
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task_categories:
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- tabular-regression
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tags:
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- binding-affinity
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- drug-discovery
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- protein-ligand
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- benchmark
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- data-leakage
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pretty_name: MIRAGE
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configs:
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- config_name: redundancy
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data_files: redundancy/test-*.parquet
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default: true
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- config_name: temporal
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data_files: temporal/test-*.parquet
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---
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# MIRAGE: Measuring Interpolation and Redundancy in Affinity GEneralization
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A benchmark for measuring whether a protein–ligand **binding-affinity** model generalises
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beyond protein families that are heavily represented in the PDB, or whether its reported
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accuracy is carried by that redundancy.
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Frontier co-folding affinity models (Boltz-2, Nesso-1, …) report Pearson ≈ 0.6 on standard
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benchmarks. When the same models are stratified by protein-family size, that accuracy is
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concentrated on well-represented families and **collapses to ≈ 0 on singleton families** —
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exactly the case that matters when starting a program against a novel target.
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## Configs
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### `redundancy` (18,759 rows, default)
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PDBbind-derived protein–ligand complexes with experimental affinity, annotated with
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protein-family size so accuracy can be stratified by redundancy.
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| column | description |
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|---|---|
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| `id` | PDB code |
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| `sequence` | protein chain (single-letter) |
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| `smiles` | ligand SMILES (from the deposited structure) |
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| `pK` | experimental −log10(Kd/Ki/IC50); **higher = stronger** |
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| `affinity_type` | `Kd` / `Ki` / `IC50` |
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| `year` | PDB deposition year |
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| `family_id` | MMseqs2 30%-identity cluster representative |
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| `family_size` | number of complexes in that family (**the redundancy axis**) |
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| `redundancy_bin` | `1`, `2-5`, `6-20`, `21-80`, `81-300`, `301+` |
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| `ligand_nn_tanimoto` | ECFP4 nearest-neighbour similarity to any other ligand |
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| `in_core` | member of the balanced 3,360-target quick-eval subset |
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### `temporal` (649 rows)
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One structurally novel, post-2021-09-30 target (**OpenBind EV-A71 2A protease**), with
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measured KD and shipped baselines. Tests within-target ranking on data that no model with
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a ≤ 2021 cutoff could have seen.
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| column | description |
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|---|---|
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| `id` | Fragalysis code |
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| `sequence` | target protein |
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| `smiles` | ligand SMILES |
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| `pKD` | experimental −log10(KD); higher = stronger |
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| `baseline_molecular_weight`, `baseline_clogp`, `ref_boltz2` | reference predictions |
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## Usage
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```python
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import mirage
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def my_model(sequence, smiles):
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return score # higher = stronger binder
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print(mirage.run_redundancy(my_model).summary())
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print(mirage.run_temporal(my_model).summary())
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```
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See <https://github.com/DeepBio-Scientific/MIRAGE> for the harness, baselines, and CLI.
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## Provenance & licensing
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- **Redundancy set** is derived from **PDBbind** (protein sequences from the PDB; SMILES
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from deposited ligands; affinities from PDBbind's curated literature values). Only derived
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annotations are redistributed here, under MIT. Users should observe PDBbind's own terms
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when using the underlying structures.
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- **Temporal set** is derived from the **OpenBind A71EV2A** release (CC0) and its public
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benchmark repository.
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Family sizes are computed with MMseqs2 at 30% sequence identity / 80% coverage.
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redundancy/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:c50e8368ae75a2215501233bb4b2b0393757d6584f321577907e32d1506d968b
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size 4652560
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temporal/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f525ff732c774a44b759488b926ef5d5b67b51a1857dfe9b1a20b78034f1fbbe
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size 32706
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